mecum.com 68 C
🛡️ SEO 67 🤖 GEO 60 ⚡ Perf 68 🏗️ Arch 93

mecum.com — Global SEODiff Score 68/100

mecum.com
📊

Among all indexed domains, mecum.com ranks in the top echelon with an ACRI of 88, demonstrating that its content is highly visible to AI systems. Compared to other infrastructure sites (avg score: 57), mecum.com performs above the benchmark, suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. The bloated 50.0× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. Structured data coverage is solid at 2 blocks, covering core entities — expanding to include FAQ or Breadcrumb schemas could strengthen the profile further. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

68
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but AI Readiness (60) is your bottleneck.
🎯 Top Fix: Reduce token bloat (109×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 13, 2026 · 📋 API
📈 ACRI Trend 6 snapshots
Feb 23 Mar 13
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than mecum.com?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)67 × 0.25 = 16.8
🤖 AI Readiness / GEO (40% weight)60 × 0.40 = 24.0
⚡ Performance (20% weight)68 × 0.20 = 13.6
🏗️ Architecture & Trust (15% weight)93 × 0.15 = 13.9
Weighted sum = 16.8 + 24.0 + 13.6 + 13.9
Global SEODiff Score = 68 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
98
Structure
avg 35
44
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 4%
Rank #35551
Aligned
Gap
AI (ACRI)
Top 1%
Score 88/100

mecum.com has balanced Google and AI visibility — both rank roughly in the same tier. ACRI measures technical crawler readiness. Read the methodology →

Why mecum.com ranks here

Tech stackNext.js
RenderingSSR
Schema coverage2 blocks
Token bloat50×+

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

67/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

59 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

116 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✗ Has <h2> headings — found 0
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.mecum.com/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Mecum Auctions | The World's Largest Collector Car Auctions
  • ✓ og:description — Mecum Auctions leads live auctions of collector cars, antique motorcycles, and Road Art® memorabilia across the US.
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

60/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the infrastructure sector, safely.co.jp (ACRI: 90) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
mecum.com
61
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 blocks and uses WordPress. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 98/100 — Excellent
Structured Elements 78 elements (78 lists, 0 rows, 0 headers)
Total Words270
Raw Density28.9%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks2 block(s) — Basic (low value for AI)

Schema Coverage Map

3/7 schema types detected
✅ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
✅ Article
✅ WebSite
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

66
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability66/100 — AI models can partially extract answers from this page
Crawl CostHigh (80/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (3.2 KB)Bloat (343.8 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage2 / 2 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 347.0 KB, but only 3.2 KB is text. 1% useful / 99% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (50×+) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 99.1% · SNR: 0.01 · Signal: 816 / Noise: 88015 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

SEODiff AI analyzed the extracted content of mecum.com and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
Mecum Auctions provides a digital platform and live auction experience for collecting cars, motorcycles, and other vehicles, focusing on rare
Target Audience
Car collectors, enthusiasts, investors, and dealers seeking rare and valuable vehicles, particularly those with historical significance or provenance.
Pricing Model
Auction-based; fees are applied to both buyers and sellers. Digital catalogs are available for a fee.
🔗 Integration Partners
SlackPrancing Horse of Nashville
🏆 Competitive Moat
Mecum’s established brand reputation, extensive network of collectors and dealers, and curated collection approach create a strong competitive advantage in the specialized vehicle auction market.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
Digital catalogsAuction listingsVehicle descriptions
⚡ Key Pain Points
• Limited SEO visibility for individual vehicles
• Lack of a centralized platform for vehicle discovery and bidding
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkNext.js
AI-Readiness Score70/100
ServerVercel
CDNvercel
HTTP Status200
Load Time516 ms
Raw HTML Size347.0 KB
Visible Text Size3.2 KB

Performance & Speed

68/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

516 ms
Acceptable — room for improvement

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

429
DOM nodes
347 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=0, must-revalidate
  • ✗ CDN cache status
  • ✓ CDN detected → vercel

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

93/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.mecum.com/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

61
internal links
12
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✓ HSTS header (Strict-Transport-Security)
  • ✗ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en
  • ✓ Meta viewport for mobile
  • ✗ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 61/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for mecum.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/mecum.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=mecum.com" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 95 pages · Deep-10

Homepage ACRI
61
Single-page score
-33
Severe hidden bloat
Δ delta
Site-Wide ACRI
28
Avg across 95 pages · Range 0–81
🔍
Hidden Bloat Detected

Homepage scores 61, but internal pages average only 28 — a -33-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
3619
Avg Bloat
2178.4×
RAG Fractures [?]
21
⚠️
21 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 21 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.mecum.com/feeds/articles.xml/
<![CDATA[Mecum Article RSS Feed]]><![CDATA[The Return of Momentum and Originality]]><![CDATA[Restored vs. Original]]><![CDATA[What Moves Forward Is What Endures]]><![CDATA[Kissimmee, Up Close: A Long-Time Employee’s First Time]]><![CDATA[The Return of The Mitzel Builders Motorcycle Collection]]><![CDATA[Las Vegas Motorcycles 2026 Digital Catalogs]]><![CDATA[Honda’s Prototype CB750]]><![CDATA[The Richard W. McEnally Collection]]><![CDATA[Kissimmee 2026 Digital Catalogs]]><![CDATA[An Unsung Hero: Maurice Candy]]><![CDATA[A No-Reserve Roundup of Pure Personality]]><![CDATA[One-Off Legends and Factory Faithfuls]]><![CDATA[No. 5112: Among the World’s Fastest Standing One-Mile Motorcycles]]><![CDATA[A Classic Family Affair]]><![CDATA[Peter Brock’s Original Corvette Vision]]><![CDATA[Performance & Devotion Remembered]]><![CDATA[Where the Legend Began]]><![CDATA[A Pilgrimage to Effingham]]><![CDATA[Prewar and Postwar Provenance From The Pete Todo Collection]]><![CDATA[The Thomas-Martz Collection]]><![CDATA[A Triumvirate of Collectibility at No Reserve]]><![CDATA[HotRod Road Art®]]><![CDATA[Mecum Kissimmee]]><![CDATA[Beats, Big Blocks and Bronx Soul]]><![CDATA[Shewmaker’s Shoo-Ins]]><![CDATA[A Desirable Dozen]]><![CDATA[Lifetime of Engineering Appreciation]]><![CDATA[Provenance, Rarity and Power ]]><![CDATA[The Power of Branding: OK Used Cars]]><![CDATA[Keeping the Yenko Legacy Alive]]><![CDATA[Why Ferrari?]]><![CDATA[Aerodynamic Soldiers and the War Against Wind]]><![CDATA[The Bachman Ferrari Collection]]><![CDATA[A Presidential Sports Car]]><![CDATA[A Chronicle of American Power]]><![CDATA[A Lifetime of Love]]><![CDATA[Turbocharged]]><![CDATA[The King Reigns Supreme Again]]><![CDATA[Where Cinema Meets Steel]]><![CDATA[Pete’s Posthumous Pickup]]><![CDATA[Preserving a Legacy]]><![CDATA[Ever Heard of a Merkur? Don’t Worry, You’re Not Alone]]><![CDATA[Big Rigs, Bigger History]]><![CDATA[The Dana & Patti Mecum Collection at Pebble Beach and Beyond]]>
meta 81 3.7× 1250
https://www.mecum.com/articles/list/
Collector Car Industry Article And Stories - Mecum Auctions
pricing 57 39.8× 976 💰 Pricing
https://www.mecum.com/auctions/kansas-city-2024/
Kansas City 2024 Car Auction - Mecum Auctions
pricing 33 1361.0× 19 💰 Pricing
https://www.mecum.com/auctions/tulsa-2024/
Tulsa 2024 Vehicle Auction - Mecum Auctions
pricing 33 1418.9× 17 💰 Pricing
https://www.mecum.com/auctions/kissimmee-2025/
Kissimmee 2025 - Mecum Auctions
pricing 32 5301.2× 15 💰 Pricing
https://www.mecum.com/auctions/las-vegas-2024/
Las Vegas 2024 Vehicle Auction - Mecum Auctions
pricing 32 1516.7× 19 💰 Pricing
https://www.mecum.com/auctions/indy-fall-special-2024/
Indy Fall Special 2024 Car Auction - Mecum Auctions
pricing 32 1469.2× 21 💰 Pricing
https://www.mecum.com/auctions/kansas-city-2026/
Kansas City 2026 - Mecum Auctions
pricing 32 2331.1× 17 ⚠️ RAG Fracture
https://www.mecum.com/auctions/las-vegas-2026/
Las Vegas 2026 - Mecum Auctions
pricing 32 2364.0× 17 ⚠️ RAG Fracture
https://www.mecum.com/auctions/monterey-2026/
Monterey 2026 - Mecum Auctions
pricing 32 2647.6× 15 ⚠️ RAG Fracture
https://www.mecum.com/auctions/tulsa-2026/
Tulsa 2026 - Mecum Auctions
pricing 32 2572.6× 15 ⚠️ RAG Fracture
https://www.mecum.com/auctions/indy-2026/
Indy 2026 - Mecum Auctions
pricing 32 3214.7× 15 ⚠️ RAG Fracture
https://www.mecum.com/auctions/houston-2026/
Houston 2026 - Mecum Auctions
pricing 32 2750.6× 15 ⚠️ RAG Fracture
https://www.mecum.com/auctions/glendale-2026/
Glendale 2026 - Mecum Auctions
pricing 32 3528.6× 15 ⚠️ RAG Fracture
https://www.mecum.com/auctions/las-vegas-motorcycles-2026/
Las Vegas Motorcycles 2026 - Mecum Auctions
pricing 32 3302.8× 19 💰 Pricing
https://www.mecum.com/auctions/kissimmee-2026/
Kissimmee 2026 - The Worlds Largest Collector Car Auction
pricing 32 4193.4× 19 💰 Pricing
https://www.mecum.com/auctions/kansas-city-2025/
Kansas City 2025 - Mecum Auctions
pricing 32 1812.1× 17 💰 Pricing
https://www.mecum.com/auctions/las-vegas-2025/
Las Vegas 2025 - Mecum Auctions
pricing 32 1782.7× 17 💰 Pricing
https://www.mecum.com/auctions/dallas-2025/
Dallas/Fort Worth 2025 - Mecum Auctions
pricing 32 1742.1× 17 💰 Pricing
https://www.mecum.com/auctions/dallas-2024/
Dallas 2024 Car Auction - Mecum Auctions
pricing 32 2293.6× 17 💰 Pricing
Showing 20 of 95 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/auctions/ 59 31 1% 2396.8× Bot Blocked
/articles/ 21 29 1% 2126.3× Bot Blocked
/faq/ 2 27 1% 5493.8× Bot Blocked
/guides/ 2 27 1% 3289.9× Bot Blocked
/about/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/blog/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 0 0% 0.0× Low AI Readiness
/feeds/ 1 81 0% 3.7× Healthy
/features/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/careers/ 1 27 1% 3313.5× Bot Blocked
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/mecum.com

Get your free API key — 100 requests/month included.

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📊 Semantic Share of Voice

How often would an AI cite mecum.com when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to mecum.com. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 0% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Mecum?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Mecum does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Mecum work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Mecum."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for mecum.com:

Current Score
88
Projected Score
96
Improvement
+8 pts
Reduce token bloat +5 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

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🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history
🔍 Found indexing issues?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
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